Loss circulation is a typical challenge encountered during drilling operations. It occurs when drilling fluid loss circulation in drilling1 escapes into formations outside the wellbore, leading to an significant reduction in hydrostatic pressure and potential damage to well integrity. To efficiently mitigate loss circulation, a multi-faceted approa